Pet Inclusive Housing Results
VCAP
2025
Questions
How does average rent vary as a function of pet inclusive housing?
What socioeconomic factors (race, income, etc.) are predictive of housing being more or less pet inclusive?
1. How Average Rent Influences Pet-Inclusive Policies
All Markets
## **Summary Statistics:**
## - Pearson r: 0.1038
## - R²: 0.0108
## - Slope x 100: 0.15
## - % with PI_SCORE of 0: 61.7 %Atlanta
## **Summary Statistics:**
## - Pearson r: 0.2079
## - R²: 0.0432
## - Slope x 100: 0.42
## - % with PI_SCORE of 0: 28.6 %DFW
## **Summary Statistics:**
## - Pearson r: 0.1642
## - R²: 0.027
## - Slope x 100: 0.32
## - % with PI_SCORE of 0: 16.6 %Los Angeles
## **Summary Statistics:**
## - Pearson r: -0.0702
## - R²: 0.0049
## - Slope x 100: -0.09
## - % with PI_SCORE of 0: 83.8 %Philadelphia
## **Summary Statistics:**
## - Pearson r: -0.0391
## - R²: 0.0015
## - Slope x 100: -0.08
## - % with PI_SCORE of 0: 61 %2. Socioeconomic Drivers of Pet Inclusivity
All Markets
Proportion of Each Quintile
| SVI_Theme | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|
| Racial & Ethnic Minorities | 1.0% | 6.1% | 16.2% | 26.9% | 49.8% |
| Socioeconmic Status | 7.9% | 12.4% | 15.1% | 21.1% | 43.6% |
Atlanta
Proportion of Each Quintile
| SVI_Theme | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|
| Racial & Ethnic Minorities | 0.3% | 6.5% | 16.6% | 34.7% | 41.8% |
| Socioeconmic Status | 10.7% | 14.1% | 14.5% | 23.0% | 37.8% |
DFW
Proportion of Each Quintile
| SVI_Theme | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|
| Racial & Ethnic Minorities | 0.8% | 6.8% | 18.5% | 40.5% | 33.3% |
| Socioeconmic Status | 9.0% | 14.8% | 16.4% | 24.5% | 35.3% |
Los Angeles
Proportion of Each Quintile
| SVI_Theme | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|
| Racial & Ethnic Minorities | 0.1% | 2.2% | 13.1% | 22.5% | 62.2% |
| Socioeconmic Status | 4.7% | 9.8% | 14.3% | 19.7% | 51.5% |
Philadelphia
Proportion of Each Quintile
| SVI_Theme | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|
| Racial & Ethnic Minorities | 6.2% | 21.6% | 25.6% | 19.0% | 27.7% |
| Socioeconmic Status | 17.1% | 18.2% | 17.3% | 20.6% | 26.8% |
View ML Model Results
XGBoost Accuracy Comparison
Atlanta
Socioeconomic Factors Impact
DFW
Socioeconomic Factors Impact
Los Angeles
Socioeconomic Factors Impact
Philadelphia
Socioeconomic Factors Impact